train: weights=yolov5s.pt, cfg=, data=/content/data.yaml, hyp=yolov5/data/hyps/hyp.scratch-low.yaml, epochs=500, batch_size=64, imgsz=448, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=yolov5/runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
github: up to date with https://github.com/ultralytics/yolov5 ✅
YOLOv5 🚀 v6.1-307-g92e47b8 Python-3.7.13 torch-1.12.0+cu113 CUDA:0 (Tesla T4, 15110MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir yolov5/runs/train', view at http://localhost:6006/
Downloading https://ultralytics.com/assets/Arial.ttf to /root/.config/Ultralytics/Arial.ttf...
100% 755k/755k [00:00<00:00, 101MB/s]
Downloading https://github.com/ultralytics/yolov5/releases/download/v6.1/yolov5s.pt to yolov5s.pt...
100% 14.1M/14.1M [00:00<00:00, 237MB/s]
Overriding model.yaml nc=80 with nc=26
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 83607 models.yolo.Detect [26, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
Model summary: 270 layers, 7089751 parameters, 7089751 gradients, 16.2 GFLOPs
Transferred 343/349 items from yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
albumentations: version 1.0.3 required by YOLOv5, but version 0.1.12 is currently installed
train: Scanning '/content/yolov5/../train/labels' images and labels...1512 found, 0 missing, 0 empty, 0 corrupt: 100% 1512/1512 [00:00<00:00, 2259.30it/s]
train: New cache created: /content/yolov5/../train/labels.cache
val: Scanning '/content/yolov5/../valid/labels' images and labels...144 found, 0 missing, 0 empty, 0 corrupt: 100% 144/144 [00:00<00:00, 1518.73it/s]
val: New cache created: /content/yolov5/../valid/labels.cache
Plotting labels to yolov5/runs/train/exp/labels.jpg...
AutoAnchor: 3.57 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 448 train, 448 val
Using 2 dataloader workers
Logging results to yolov5/runs/train/exp
Starting training for 500 epochs...
Epoch gpu_mem box obj cls labels img_size
0/499 7.13G 0.08769 0.02312 0.08577 86 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:04<00:00, 2.19s/it]
all 144 144 0.00336 0.905 0.0368 0.0118
Epoch gpu_mem box obj cls labels img_size
1/499 8.96G 0.0551 0.02005 0.07865 86 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.363 0.115 0.102 0.0497
Epoch gpu_mem box obj cls labels img_size
2/499 8.96G 0.04765 0.01674 0.07627 105 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.363 0.306 0.129 0.0606
Epoch gpu_mem box obj cls labels img_size
3/499 8.96G 0.04431 0.01433 0.07329 78 448: 100% 24/24 [00:20<00:00, 1.15it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s]
all 144 144 0.242 0.133 0.0657 0.0243
Epoch gpu_mem box obj cls labels img_size
4/499 8.96G 0.04037 0.01405 0.07274 86 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.268 0.294 0.176 0.0997
Epoch gpu_mem box obj cls labels img_size
5/499 8.96G 0.03805 0.01301 0.06986 95 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.13s/it]
all 144 144 0.202 0.239 0.17 0.0966
Epoch gpu_mem box obj cls labels img_size
6/499 8.96G 0.03531 0.0131 0.06609 88 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.187 0.175 0.123 0.0646
Epoch gpu_mem box obj cls labels img_size
7/499 8.96G 0.0346 0.01246 0.0649 94 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.287 0.582 0.376 0.255
Epoch gpu_mem box obj cls labels img_size
8/499 8.96G 0.03282 0.01239 0.06249 94 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s]
all 144 144 0.309 0.34 0.294 0.183
Epoch gpu_mem box obj cls labels img_size
9/499 8.96G 0.03176 0.01176 0.06094 97 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.363 0.561 0.437 0.277
Epoch gpu_mem box obj cls labels img_size
10/499 8.96G 0.03198 0.01167 0.05868 90 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.358 0.597 0.465 0.317
Epoch gpu_mem box obj cls labels img_size
11/499 8.96G 0.03107 0.01165 0.05711 80 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.359 0.691 0.508 0.33
Epoch gpu_mem box obj cls labels img_size
12/499 8.96G 0.03114 0.01161 0.05481 86 448: 100% 24/24 [00:20<00:00, 1.16it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.403 0.631 0.55 0.383
Epoch gpu_mem box obj cls labels img_size
13/499 8.96G 0.03104 0.01125 0.05296 74 448: 100% 24/24 [00:20<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.371 0.679 0.56 0.384
Epoch gpu_mem box obj cls labels img_size
14/499 8.96G 0.03089 0.01127 0.05096 88 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.414 0.726 0.64 0.435
Epoch gpu_mem box obj cls labels img_size
15/499 8.96G 0.02953 0.01156 0.05115 94 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.477 0.681 0.634 0.44
Epoch gpu_mem box obj cls labels img_size
16/499 8.96G 0.03012 0.01147 0.0498 96 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.336 0.507 0.468 0.329
Epoch gpu_mem box obj cls labels img_size
17/499 8.96G 0.03085 0.01126 0.04999 97 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.61 0.598 0.708 0.505
Epoch gpu_mem box obj cls labels img_size
18/499 8.96G 0.03069 0.011 0.04814 96 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.612 0.613 0.661 0.476
Epoch gpu_mem box obj cls labels img_size
19/499 8.96G 0.03019 0.01087 0.04749 85 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.342 0.423 0.408 0.254
Epoch gpu_mem box obj cls labels img_size
20/499 8.96G 0.02906 0.01072 0.04453 88 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.643 0.701 0.74 0.539
Epoch gpu_mem box obj cls labels img_size
21/499 8.96G 0.02954 0.01089 0.04288 84 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.734 0.655 0.781 0.525
Epoch gpu_mem box obj cls labels img_size
22/499 8.96G 0.02879 0.01085 0.04064 94 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.669 0.724 0.807 0.59
Epoch gpu_mem box obj cls labels img_size
23/499 8.96G 0.02905 0.01087 0.04346 91 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.65 0.714 0.796 0.567
Epoch gpu_mem box obj cls labels img_size
24/499 8.96G 0.02924 0.01082 0.04092 94 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.64 0.811 0.822 0.595
Epoch gpu_mem box obj cls labels img_size
25/499 8.96G 0.02873 0.01039 0.04229 92 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.661 0.762 0.79 0.61
Epoch gpu_mem box obj cls labels img_size
26/499 8.96G 0.0285 0.01074 0.03761 93 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.648 0.737 0.785 0.563
Epoch gpu_mem box obj cls labels img_size
27/499 8.96G 0.02905 0.01019 0.03749 88 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.642 0.792 0.839 0.631
Epoch gpu_mem box obj cls labels img_size
28/499 8.96G 0.02875 0.01034 0.03841 77 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.633 0.789 0.804 0.546
Epoch gpu_mem box obj cls labels img_size
29/499 8.96G 0.0294 0.01055 0.03777 86 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.688 0.792 0.869 0.651
Epoch gpu_mem box obj cls labels img_size
30/499 8.96G 0.02798 0.01039 0.0384 80 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.739 0.805 0.858 0.649
Epoch gpu_mem box obj cls labels img_size
31/499 8.96G 0.02869 0.01059 0.03536 95 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.768 0.846 0.887 0.621
Epoch gpu_mem box obj cls labels img_size
32/499 8.96G 0.0276 0.01019 0.03487 85 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.732 0.846 0.863 0.634
Epoch gpu_mem box obj cls labels img_size
33/499 8.96G 0.02809 0.01054 0.03581 98 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.10it/s]
all 144 144 0.655 0.688 0.789 0.547
Epoch gpu_mem box obj cls labels img_size
34/499 8.96G 0.02836 0.01083 0.0368 86 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.629 0.74 0.803 0.555
Epoch gpu_mem box obj cls labels img_size
35/499 8.96G 0.02903 0.01041 0.03417 84 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.727 0.813 0.875 0.629
Epoch gpu_mem box obj cls labels img_size
36/499 8.96G 0.02802 0.01024 0.0344 86 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.775 0.839 0.897 0.644
Epoch gpu_mem box obj cls labels img_size
37/499 8.96G 0.02776 0.01041 0.0333 91 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.791 0.809 0.862 0.635
Epoch gpu_mem box obj cls labels img_size
38/499 8.96G 0.02771 0.01037 0.03307 82 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.769 0.805 0.879 0.615
Epoch gpu_mem box obj cls labels img_size
39/499 8.96G 0.02776 0.01031 0.03094 91 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.791 0.781 0.852 0.585
Epoch gpu_mem box obj cls labels img_size
40/499 8.96G 0.02747 0.0105 0.03222 94 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.714 0.782 0.843 0.625
Epoch gpu_mem box obj cls labels img_size
41/499 8.96G 0.02696 0.01035 0.03287 96 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.659 0.796 0.802 0.559
Epoch gpu_mem box obj cls labels img_size
42/499 8.96G 0.02698 0.01067 0.03313 98 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.719 0.804 0.827 0.601
Epoch gpu_mem box obj cls labels img_size
43/499 8.96G 0.02658 0.01011 0.03256 92 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.798 0.813 0.871 0.638
Epoch gpu_mem box obj cls labels img_size
44/499 8.96G 0.02719 0.01051 0.03086 84 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.634 0.829 0.867 0.62
Epoch gpu_mem box obj cls labels img_size
45/499 8.96G 0.02715 0.0103 0.02946 74 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.759 0.876 0.909 0.703
Epoch gpu_mem box obj cls labels img_size
46/499 8.96G 0.02706 0.01003 0.0292 78 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.12s/it]
all 144 144 0.865 0.898 0.933 0.686
Epoch gpu_mem box obj cls labels img_size
47/499 8.96G 0.02676 0.009992 0.02918 82 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.07s/it]
all 144 144 0.8 0.807 0.895 0.671
Epoch gpu_mem box obj cls labels img_size
48/499 8.96G 0.0266 0.0101 0.02984 99 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.688 0.698 0.775 0.58
Epoch gpu_mem box obj cls labels img_size
49/499 8.96G 0.02689 0.009959 0.02996 83 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.81 0.888 0.934 0.71
Epoch gpu_mem box obj cls labels img_size
50/499 8.96G 0.02726 0.01 0.02802 96 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.86 0.857 0.921 0.713
Epoch gpu_mem box obj cls labels img_size
51/499 8.96G 0.02689 0.009862 0.02914 91 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.798 0.811 0.917 0.665
Epoch gpu_mem box obj cls labels img_size
52/499 8.96G 0.0266 0.01009 0.02755 84 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.892 0.843 0.906 0.656
Epoch gpu_mem box obj cls labels img_size
53/499 8.96G 0.02659 0.01008 0.02834 93 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.844 0.824 0.909 0.688
Epoch gpu_mem box obj cls labels img_size
54/499 8.96G 0.02593 0.01006 0.02785 85 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.743 0.844 0.86 0.623
Epoch gpu_mem box obj cls labels img_size
55/499 8.96G 0.02659 0.01006 0.02898 87 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.724 0.796 0.857 0.577
Epoch gpu_mem box obj cls labels img_size
56/499 8.96G 0.02674 0.009968 0.02832 86 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.797 0.878 0.91 0.692
Epoch gpu_mem box obj cls labels img_size
57/499 8.96G 0.0259 0.009711 0.02607 86 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.713 0.825 0.847 0.648
Epoch gpu_mem box obj cls labels img_size
58/499 8.96G 0.02569 0.009582 0.02606 97 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s]
all 144 144 0.786 0.761 0.864 0.591
Epoch gpu_mem box obj cls labels img_size
59/499 8.96G 0.02604 0.009695 0.02796 85 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.803 0.88 0.914 0.713
Epoch gpu_mem box obj cls labels img_size
60/499 8.96G 0.02558 0.009903 0.0268 91 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.758 0.856 0.881 0.637
Epoch gpu_mem box obj cls labels img_size
61/499 8.96G 0.02591 0.01009 0.02385 99 448: 100% 24/24 [00:20<00:00, 1.18it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.861 0.848 0.916 0.713
Epoch gpu_mem box obj cls labels img_size
62/499 8.96G 0.02544 0.009533 0.02489 74 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.824 0.82 0.897 0.686
Epoch gpu_mem box obj cls labels img_size
63/499 8.96G 0.02561 0.009977 0.02461 86 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.827 0.836 0.899 0.661
Epoch gpu_mem box obj cls labels img_size
64/499 8.96G 0.02549 0.009883 0.02469 90 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.751 0.855 0.877 0.646
Epoch gpu_mem box obj cls labels img_size
65/499 8.96G 0.02511 0.009802 0.02613 77 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s]
all 144 144 0.75 0.8 0.88 0.657
Epoch gpu_mem box obj cls labels img_size
66/499 8.96G 0.02494 0.00962 0.02408 84 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.851 0.845 0.934 0.731
Epoch gpu_mem box obj cls labels img_size
67/499 8.96G 0.02524 0.009414 0.02492 92 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.799 0.885 0.915 0.701
Epoch gpu_mem box obj cls labels img_size
68/499 8.96G 0.02523 0.009942 0.02551 81 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s]
all 144 144 0.791 0.83 0.891 0.669
Epoch gpu_mem box obj cls labels img_size
69/499 8.96G 0.02569 0.009923 0.02673 89 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.782 0.787 0.857 0.601
Epoch gpu_mem box obj cls labels img_size
70/499 8.96G 0.02509 0.009964 0.0256 102 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.781 0.854 0.892 0.672
Epoch gpu_mem box obj cls labels img_size
71/499 8.96G 0.02524 0.00952 0.02391 86 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.856 0.894 0.933 0.683
Epoch gpu_mem box obj cls labels img_size
72/499 8.96G 0.02458 0.00957 0.02214 97 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.807 0.87 0.935 0.693
Epoch gpu_mem box obj cls labels img_size
73/499 8.96G 0.02574 0.009721 0.0242 101 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.08s/it]
all 144 144 0.865 0.833 0.921 0.729
Epoch gpu_mem box obj cls labels img_size
74/499 8.96G 0.0242 0.009329 0.0228 93 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.835 0.82 0.917 0.704
Epoch gpu_mem box obj cls labels img_size
75/499 8.96G 0.02522 0.009427 0.02398 88 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.893 0.848 0.931 0.719
Epoch gpu_mem box obj cls labels img_size
76/499 8.96G 0.02484 0.00953 0.02408 84 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.796 0.87 0.918 0.71
Epoch gpu_mem box obj cls labels img_size
77/499 8.96G 0.02521 0.009226 0.02246 96 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.835 0.826 0.903 0.701
Epoch gpu_mem box obj cls labels img_size
78/499 8.96G 0.02576 0.009265 0.02248 98 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.09s/it]
all 144 144 0.869 0.813 0.911 0.726
Epoch gpu_mem box obj cls labels img_size
79/499 8.96G 0.02448 0.00914 0.02094 91 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.839 0.854 0.918 0.739
Epoch gpu_mem box obj cls labels img_size
80/499 8.96G 0.02438 0.009289 0.02205 75 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.886 0.81 0.906 0.664
Epoch gpu_mem box obj cls labels img_size
81/499 8.96G 0.02516 0.00951 0.02225 81 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.857 0.87 0.919 0.696
Epoch gpu_mem box obj cls labels img_size
82/499 8.96G 0.02362 0.009561 0.02055 102 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.78 0.804 0.889 0.671
Epoch gpu_mem box obj cls labels img_size
83/499 8.96G 0.02342 0.009289 0.02114 97 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.883 0.849 0.945 0.69
Epoch gpu_mem box obj cls labels img_size
84/499 8.96G 0.0233 0.009436 0.02122 88 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.868 0.865 0.932 0.682
Epoch gpu_mem box obj cls labels img_size
85/499 8.96G 0.02313 0.009265 0.0198 84 448: 100% 24/24 [00:20<00:00, 1.15it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.843 0.812 0.906 0.697
Epoch gpu_mem box obj cls labels img_size
86/499 8.96G 0.02368 0.00904 0.01981 78 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.732 0.815 0.883 0.607
Epoch gpu_mem box obj cls labels img_size
87/499 8.96G 0.02415 0.009493 0.02266 92 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.891 0.85 0.929 0.699
Epoch gpu_mem box obj cls labels img_size
88/499 8.96G 0.02381 0.00951 0.02034 104 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.823 0.834 0.911 0.72
Epoch gpu_mem box obj cls labels img_size
89/499 8.96G 0.02401 0.009471 0.02271 85 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.884 0.874 0.939 0.693
Epoch gpu_mem box obj cls labels img_size
90/499 8.96G 0.02346 0.009248 0.0226 83 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s]
all 144 144 0.859 0.767 0.887 0.642
Epoch gpu_mem box obj cls labels img_size
91/499 8.96G 0.02378 0.009699 0.02222 94 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.879 0.851 0.925 0.68
Epoch gpu_mem box obj cls labels img_size
92/499 8.96G 0.02395 0.009012 0.02006 99 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.88 0.825 0.908 0.676
Epoch gpu_mem box obj cls labels img_size
93/499 8.96G 0.02472 0.009277 0.01965 95 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.859 0.825 0.911 0.699
Epoch gpu_mem box obj cls labels img_size
94/499 8.96G 0.02442 0.009168 0.02086 78 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.846 0.836 0.912 0.686
Epoch gpu_mem box obj cls labels img_size
95/499 8.96G 0.02339 0.009446 0.02122 83 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.855 0.861 0.916 0.722
Epoch gpu_mem box obj cls labels img_size
96/499 8.96G 0.02371 0.009063 0.01847 87 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.866 0.848 0.892 0.714
Epoch gpu_mem box obj cls labels img_size
97/499 8.96G 0.02333 0.009127 0.01942 82 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.845 0.855 0.939 0.702
Epoch gpu_mem box obj cls labels img_size
98/499 8.96G 0.02411 0.0089 0.02041 79 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.869 0.863 0.924 0.706
Epoch gpu_mem box obj cls labels img_size
99/499 8.96G 0.02363 0.009291 0.02067 74 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.846 0.839 0.905 0.678
Epoch gpu_mem box obj cls labels img_size
100/499 8.96G 0.0234 0.009118 0.0199 73 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.867 0.806 0.915 0.697
Epoch gpu_mem box obj cls labels img_size
101/499 8.96G 0.02381 0.009406 0.01992 92 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s]
all 144 144 0.863 0.828 0.914 0.675
Epoch gpu_mem box obj cls labels img_size
102/499 8.96G 0.02363 0.009365 0.01852 85 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.886 0.838 0.9 0.728
Epoch gpu_mem box obj cls labels img_size
103/499 8.96G 0.02426 0.009227 0.01983 90 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.844 0.862 0.907 0.713
Epoch gpu_mem box obj cls labels img_size
104/499 8.96G 0.02403 0.009347 0.01872 108 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.88 0.854 0.905 0.714
Epoch gpu_mem box obj cls labels img_size
105/499 8.96G 0.02324 0.009319 0.01919 94 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.824 0.802 0.894 0.696
Epoch gpu_mem box obj cls labels img_size
106/499 8.96G 0.02353 0.009079 0.01919 96 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.857 0.822 0.906 0.723
Epoch gpu_mem box obj cls labels img_size
107/499 8.96G 0.02325 0.008872 0.01881 82 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.867 0.85 0.929 0.688
Epoch gpu_mem box obj cls labels img_size
108/499 8.96G 0.02328 0.008863 0.01909 97 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.857 0.872 0.931 0.743
Epoch gpu_mem box obj cls labels img_size
109/499 8.96G 0.0228 0.008899 0.01899 92 448: 100% 24/24 [00:20<00:00, 1.15it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.858 0.857 0.919 0.702
Epoch gpu_mem box obj cls labels img_size
110/499 8.96G 0.0226 0.009084 0.0194 85 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.882 0.789 0.906 0.699
Epoch gpu_mem box obj cls labels img_size
111/499 8.96G 0.02327 0.00873 0.01793 87 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.861 0.823 0.869 0.677
Epoch gpu_mem box obj cls labels img_size
112/499 8.96G 0.0238 0.009119 0.01898 84 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.885 0.842 0.916 0.727
Epoch gpu_mem box obj cls labels img_size
113/499 8.96G 0.02232 0.008774 0.01718 100 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.859 0.837 0.912 0.722
Epoch gpu_mem box obj cls labels img_size
114/499 8.96G 0.02341 0.009071 0.01773 85 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.21s/it]
all 144 144 0.874 0.873 0.939 0.72
Epoch gpu_mem box obj cls labels img_size
115/499 8.96G 0.02307 0.009123 0.01871 94 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.894 0.835 0.932 0.705
Epoch gpu_mem box obj cls labels img_size
116/499 8.96G 0.02384 0.008888 0.01834 76 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.878 0.858 0.927 0.72
Epoch gpu_mem box obj cls labels img_size
117/499 8.96G 0.0234 0.008652 0.01977 77 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.9 0.87 0.934 0.724
Epoch gpu_mem box obj cls labels img_size
118/499 8.96G 0.02286 0.008787 0.0191 90 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.867 0.854 0.916 0.725
Epoch gpu_mem box obj cls labels img_size
119/499 8.96G 0.022 0.008837 0.01656 93 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.866 0.845 0.92 0.704
Epoch gpu_mem box obj cls labels img_size
120/499 8.96G 0.02251 0.008752 0.01734 92 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.86 0.823 0.926 0.691
Epoch gpu_mem box obj cls labels img_size
121/499 8.96G 0.02323 0.008702 0.01899 99 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.874 0.841 0.909 0.684
Epoch gpu_mem box obj cls labels img_size
122/499 8.96G 0.02288 0.008798 0.02072 87 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.858 0.795 0.899 0.64
Epoch gpu_mem box obj cls labels img_size
123/499 8.96G 0.02283 0.008904 0.01775 80 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.887 0.813 0.923 0.732
Epoch gpu_mem box obj cls labels img_size
124/499 8.96G 0.02232 0.008848 0.01726 101 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.851 0.867 0.921 0.723
Epoch gpu_mem box obj cls labels img_size
125/499 8.96G 0.02308 0.008679 0.01649 90 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.866 0.85 0.924 0.749
Epoch gpu_mem box obj cls labels img_size
126/499 8.96G 0.02264 0.00886 0.01708 85 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.902 0.859 0.928 0.711
Epoch gpu_mem box obj cls labels img_size
127/499 8.96G 0.02175 0.008946 0.01839 86 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.847 0.862 0.921 0.721
Epoch gpu_mem box obj cls labels img_size
128/499 8.96G 0.02262 0.008997 0.0182 86 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.84 0.86 0.922 0.695
Epoch gpu_mem box obj cls labels img_size
129/499 8.96G 0.02293 0.008913 0.01788 98 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.903 0.858 0.921 0.725
Epoch gpu_mem box obj cls labels img_size
130/499 8.96G 0.0226 0.009048 0.0163 92 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.822 0.886 0.92 0.701
Epoch gpu_mem box obj cls labels img_size
131/499 8.96G 0.02208 0.008662 0.01521 84 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.863 0.866 0.922 0.731
Epoch gpu_mem box obj cls labels img_size
132/499 8.96G 0.02249 0.008797 0.0176 104 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.869 0.864 0.928 0.741
Epoch gpu_mem box obj cls labels img_size
133/499 8.96G 0.02214 0.008766 0.01684 107 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.9 0.85 0.935 0.717
Epoch gpu_mem box obj cls labels img_size
134/499 8.96G 0.02243 0.008804 0.01651 85 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.838 0.871 0.93 0.735
Epoch gpu_mem box obj cls labels img_size
135/499 8.96G 0.02306 0.008803 0.01596 109 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.868 0.823 0.927 0.735
Epoch gpu_mem box obj cls labels img_size
136/499 8.96G 0.02224 0.008718 0.016 85 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.861 0.83 0.928 0.733
Epoch gpu_mem box obj cls labels img_size
137/499 8.96G 0.02226 0.008799 0.0187 78 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.819 0.847 0.929 0.709
Epoch gpu_mem box obj cls labels img_size
138/499 8.96G 0.02238 0.00903 0.01865 94 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.865 0.844 0.933 0.745
Epoch gpu_mem box obj cls labels img_size
139/499 8.96G 0.02267 0.008698 0.01825 83 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.874 0.854 0.914 0.723
Epoch gpu_mem box obj cls labels img_size
140/499 8.96G 0.02304 0.008716 0.01514 95 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s]
all 144 144 0.863 0.853 0.933 0.733
Epoch gpu_mem box obj cls labels img_size
141/499 8.96G 0.02258 0.008861 0.01615 89 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.27s/it]
all 144 144 0.9 0.876 0.922 0.712
Epoch gpu_mem box obj cls labels img_size
142/499 8.96G 0.0218 0.00874 0.01422 86 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s]
all 144 144 0.878 0.852 0.933 0.721
Epoch gpu_mem box obj cls labels img_size
143/499 8.96G 0.02211 0.008398 0.01456 89 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.857 0.85 0.923 0.748
Epoch gpu_mem box obj cls labels img_size
144/499 8.96G 0.02206 0.008469 0.01633 91 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.883 0.874 0.931 0.745
Epoch gpu_mem box obj cls labels img_size
145/499 8.96G 0.02246 0.008747 0.01876 81 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s]
all 144 144 0.875 0.862 0.916 0.714
Epoch gpu_mem box obj cls labels img_size
146/499 8.96G 0.02148 0.008739 0.01463 89 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.862 0.915 0.937 0.745
Epoch gpu_mem box obj cls labels img_size
147/499 8.96G 0.02149 0.008632 0.01407 90 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.88 0.82 0.912 0.727
Epoch gpu_mem box obj cls labels img_size
148/499 8.96G 0.0223 0.00874 0.01608 104 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.895 0.87 0.94 0.718
Epoch gpu_mem box obj cls labels img_size
149/499 8.96G 0.02211 0.008756 0.01598 103 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.838 0.825 0.899 0.695
Epoch gpu_mem box obj cls labels img_size
150/499 8.96G 0.02115 0.008956 0.01638 87 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s]
all 144 144 0.839 0.852 0.913 0.692
Epoch gpu_mem box obj cls labels img_size
151/499 8.96G 0.02151 0.008647 0.01579 75 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.889 0.873 0.934 0.72
Epoch gpu_mem box obj cls labels img_size
152/499 8.96G 0.02247 0.008733 0.01596 82 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.854 0.88 0.942 0.713
Epoch gpu_mem box obj cls labels img_size
153/499 8.96G 0.02147 0.008764 0.01756 80 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s]
all 144 144 0.889 0.828 0.94 0.75
Epoch gpu_mem box obj cls labels img_size
154/499 8.96G 0.02151 0.00843 0.01595 89 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.901 0.852 0.921 0.751
Epoch gpu_mem box obj cls labels img_size
155/499 8.96G 0.02122 0.008748 0.01468 90 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.893 0.862 0.941 0.743
Epoch gpu_mem box obj cls labels img_size
156/499 8.96G 0.022 0.008332 0.01534 77 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.841 0.834 0.927 0.733
Epoch gpu_mem box obj cls labels img_size
157/499 8.96G 0.02179 0.008343 0.01686 90 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.834 0.83 0.919 0.717
Epoch gpu_mem box obj cls labels img_size
158/499 8.96G 0.02162 0.008494 0.01493 82 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.841 0.857 0.929 0.719
Epoch gpu_mem box obj cls labels img_size
159/499 8.96G 0.02147 0.008575 0.01485 82 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.84 0.862 0.921 0.713
Epoch gpu_mem box obj cls labels img_size
160/499 8.96G 0.02183 0.008419 0.01582 100 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.872 0.858 0.942 0.734
Epoch gpu_mem box obj cls labels img_size
161/499 8.96G 0.02116 0.008506 0.01527 84 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.87 0.834 0.905 0.714
Epoch gpu_mem box obj cls labels img_size
162/499 8.96G 0.02166 0.008252 0.01475 83 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.862 0.852 0.921 0.746
Epoch gpu_mem box obj cls labels img_size
163/499 8.96G 0.02209 0.008483 0.01596 92 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.931 0.863 0.928 0.711
Epoch gpu_mem box obj cls labels img_size
164/499 8.96G 0.0221 0.008363 0.01677 100 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.884 0.864 0.938 0.72
Epoch gpu_mem box obj cls labels img_size
165/499 8.96G 0.02081 0.008455 0.01439 99 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.881 0.828 0.923 0.74
Epoch gpu_mem box obj cls labels img_size
166/499 8.96G 0.02156 0.008503 0.01405 102 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.877 0.86 0.92 0.715
Epoch gpu_mem box obj cls labels img_size
167/499 8.96G 0.02156 0.008504 0.01433 96 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.899 0.833 0.936 0.762
Epoch gpu_mem box obj cls labels img_size
168/499 8.96G 0.02243 0.008352 0.01604 84 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.87 0.873 0.923 0.721
Epoch gpu_mem box obj cls labels img_size
169/499 8.96G 0.02139 0.008576 0.01551 95 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.888 0.887 0.931 0.734
Epoch gpu_mem box obj cls labels img_size
170/499 8.96G 0.02145 0.00832 0.01574 76 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.868 0.825 0.922 0.721
Epoch gpu_mem box obj cls labels img_size
171/499 8.96G 0.02109 0.008549 0.01457 86 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.844 0.88 0.924 0.726
Epoch gpu_mem box obj cls labels img_size
172/499 8.96G 0.02157 0.00841 0.01613 92 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s]
all 144 144 0.884 0.856 0.918 0.711
Epoch gpu_mem box obj cls labels img_size
173/499 8.96G 0.02066 0.008345 0.01237 75 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.884 0.855 0.928 0.723
Epoch gpu_mem box obj cls labels img_size
174/499 8.96G 0.02055 0.008529 0.01382 92 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.884 0.873 0.95 0.732
Epoch gpu_mem box obj cls labels img_size
175/499 8.96G 0.02189 0.008099 0.01438 92 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.898 0.846 0.948 0.765
Epoch gpu_mem box obj cls labels img_size
176/499 8.96G 0.02109 0.008212 0.01479 101 448: 100% 24/24 [00:20<00:00, 1.15it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.856 0.843 0.937 0.756
Epoch gpu_mem box obj cls labels img_size
177/499 8.96G 0.02174 0.008472 0.01401 97 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.891 0.805 0.925 0.737
Epoch gpu_mem box obj cls labels img_size
178/499 8.96G 0.02067 0.008169 0.013 78 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.913 0.854 0.951 0.761
Epoch gpu_mem box obj cls labels img_size
179/499 8.96G 0.02102 0.008288 0.01412 81 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.89 0.846 0.925 0.727
Epoch gpu_mem box obj cls labels img_size
180/499 8.96G 0.02099 0.008191 0.01448 92 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.883 0.834 0.919 0.696
Epoch gpu_mem box obj cls labels img_size
181/499 8.96G 0.0203 0.008545 0.01587 88 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.866 0.86 0.949 0.767
Epoch gpu_mem box obj cls labels img_size
182/499 8.96G 0.02042 0.008072 0.0131 73 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.842 0.882 0.948 0.763
Epoch gpu_mem box obj cls labels img_size
183/499 8.96G 0.02047 0.008298 0.01418 96 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.896 0.864 0.934 0.735
Epoch gpu_mem box obj cls labels img_size
184/499 8.96G 0.02026 0.008203 0.01504 76 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.867 0.893 0.94 0.736
Epoch gpu_mem box obj cls labels img_size
185/499 8.96G 0.02049 0.008225 0.01391 98 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.897 0.872 0.947 0.74
Epoch gpu_mem box obj cls labels img_size
186/499 8.96G 0.02097 0.008026 0.01489 95 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:03<00:00, 1.77s/it]
all 144 144 0.878 0.873 0.932 0.735
Epoch gpu_mem box obj cls labels img_size
187/499 8.96G 0.02165 0.008223 0.01421 100 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.888 0.876 0.937 0.747
Epoch gpu_mem box obj cls labels img_size
188/499 8.96G 0.02066 0.00809 0.01396 71 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s]
all 144 144 0.866 0.936 0.969 0.766
Epoch gpu_mem box obj cls labels img_size
189/499 8.96G 0.02086 0.008129 0.01282 90 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.889 0.884 0.938 0.732
Epoch gpu_mem box obj cls labels img_size
190/499 8.96G 0.02083 0.008207 0.01373 96 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s]
all 144 144 0.855 0.87 0.93 0.708
Epoch gpu_mem box obj cls labels img_size
191/499 8.96G 0.02078 0.008156 0.01176 80 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.89 0.851 0.935 0.739
Epoch gpu_mem box obj cls labels img_size
192/499 8.96G 0.01995 0.008244 0.01277 81 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.12s/it]
all 144 144 0.895 0.846 0.924 0.713
Epoch gpu_mem box obj cls labels img_size
193/499 8.96G 0.02099 0.008251 0.01308 76 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.897 0.83 0.919 0.725
Epoch gpu_mem box obj cls labels img_size
194/499 8.96G 0.01998 0.008207 0.01339 89 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s]
all 144 144 0.879 0.864 0.897 0.709
Epoch gpu_mem box obj cls labels img_size
195/499 8.96G 0.0205 0.00803 0.01406 88 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.887 0.831 0.916 0.737
Epoch gpu_mem box obj cls labels img_size
196/499 8.96G 0.02078 0.008313 0.01374 95 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.884 0.855 0.924 0.737
Epoch gpu_mem box obj cls labels img_size
197/499 8.96G 0.02064 0.008379 0.01448 90 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.874 0.797 0.899 0.723
Epoch gpu_mem box obj cls labels img_size
198/499 8.96G 0.02081 0.008353 0.01405 87 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.857 0.861 0.916 0.75
Epoch gpu_mem box obj cls labels img_size
199/499 8.96G 0.01997 0.008028 0.01283 88 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.897 0.842 0.934 0.769
Epoch gpu_mem box obj cls labels img_size
200/499 8.96G 0.01987 0.008346 0.01305 81 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.906 0.851 0.927 0.755
Epoch gpu_mem box obj cls labels img_size
201/499 8.96G 0.01994 0.008206 0.01258 83 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.915 0.81 0.931 0.749
Epoch gpu_mem box obj cls labels img_size
202/499 8.96G 0.0201 0.007971 0.01254 90 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.899 0.854 0.934 0.756
Epoch gpu_mem box obj cls labels img_size
203/499 8.96G 0.02023 0.008201 0.01265 93 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.887 0.89 0.934 0.737
Epoch gpu_mem box obj cls labels img_size
204/499 8.96G 0.02035 0.008116 0.01396 88 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.886 0.844 0.939 0.764
Epoch gpu_mem box obj cls labels img_size
205/499 8.96G 0.0201 0.008183 0.01253 116 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.876 0.842 0.923 0.736
Epoch gpu_mem box obj cls labels img_size
206/499 8.96G 0.02051 0.008233 0.01376 88 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.913 0.834 0.916 0.717
Epoch gpu_mem box obj cls labels img_size
207/499 8.96G 0.02081 0.008227 0.01222 86 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.892 0.84 0.925 0.711
Epoch gpu_mem box obj cls labels img_size
208/499 8.96G 0.01954 0.008346 0.01259 85 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.894 0.852 0.924 0.714
Epoch gpu_mem box obj cls labels img_size
209/499 8.96G 0.02022 0.007764 0.01156 93 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s]
all 144 144 0.891 0.861 0.927 0.724
Epoch gpu_mem box obj cls labels img_size
210/499 8.96G 0.01966 0.007936 0.01119 86 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s]
all 144 144 0.87 0.852 0.935 0.723
Epoch gpu_mem box obj cls labels img_size
211/499 8.96G 0.01953 0.008178 0.01113 84 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.896 0.891 0.941 0.735
Epoch gpu_mem box obj cls labels img_size
212/499 8.96G 0.02029 0.008183 0.01266 85 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.896 0.873 0.938 0.745
Epoch gpu_mem box obj cls labels img_size
213/499 8.96G 0.01981 0.007932 0.0112 86 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.07it/s]
all 144 144 0.888 0.854 0.929 0.745
Epoch gpu_mem box obj cls labels img_size
214/499 8.96G 0.02014 0.008004 0.01172 85 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.891 0.869 0.944 0.761
Epoch gpu_mem box obj cls labels img_size
215/499 8.96G 0.01962 0.008021 0.01348 94 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.922 0.856 0.959 0.754
Epoch gpu_mem box obj cls labels img_size
216/499 8.96G 0.02002 0.008226 0.01274 93 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.903 0.865 0.937 0.73
Epoch gpu_mem box obj cls labels img_size
217/499 8.96G 0.02014 0.008007 0.01174 86 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.854 0.879 0.939 0.741
Epoch gpu_mem box obj cls labels img_size
218/499 8.96G 0.02044 0.007916 0.01275 90 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.914 0.838 0.934 0.733
Epoch gpu_mem box obj cls labels img_size
219/499 8.96G 0.01975 0.00776 0.0116 90 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.888 0.856 0.944 0.749
Epoch gpu_mem box obj cls labels img_size
220/499 8.96G 0.01979 0.007949 0.0117 76 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.9 0.85 0.938 0.753
Epoch gpu_mem box obj cls labels img_size
221/499 8.96G 0.01983 0.008151 0.01174 97 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.902 0.849 0.939 0.749
Epoch gpu_mem box obj cls labels img_size
222/499 8.96G 0.01976 0.007941 0.013 100 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.91 0.85 0.952 0.766
Epoch gpu_mem box obj cls labels img_size
223/499 8.96G 0.01995 0.007975 0.0118 96 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.879 0.871 0.947 0.76
Epoch gpu_mem box obj cls labels img_size
224/499 8.96G 0.01976 0.008113 0.01103 95 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.879 0.853 0.923 0.758
Epoch gpu_mem box obj cls labels img_size
225/499 8.96G 0.0201 0.007794 0.01229 87 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.901 0.823 0.932 0.758
Epoch gpu_mem box obj cls labels img_size
226/499 8.96G 0.02009 0.008285 0.01192 94 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.896 0.862 0.935 0.745
Epoch gpu_mem box obj cls labels img_size
227/499 8.96G 0.01967 0.007952 0.01192 94 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.925 0.855 0.936 0.734
Epoch gpu_mem box obj cls labels img_size
228/499 8.96G 0.01896 0.008004 0.01053 90 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.33it/s]
all 144 144 0.884 0.854 0.921 0.736
Epoch gpu_mem box obj cls labels img_size
229/499 8.96G 0.0187 0.007939 0.01181 81 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.904 0.866 0.938 0.734
Epoch gpu_mem box obj cls labels img_size
230/499 8.96G 0.02005 0.007798 0.01249 85 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.872 0.879 0.932 0.737
Epoch gpu_mem box obj cls labels img_size
231/499 8.96G 0.01975 0.007924 0.01148 93 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.887 0.874 0.95 0.772
Epoch gpu_mem box obj cls labels img_size
232/499 8.96G 0.01964 0.007955 0.01117 88 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.917 0.863 0.938 0.749
Epoch gpu_mem box obj cls labels img_size
233/499 8.96G 0.01926 0.00782 0.009705 96 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s]
all 144 144 0.908 0.853 0.927 0.728
Epoch gpu_mem box obj cls labels img_size
234/499 8.96G 0.02001 0.007758 0.01293 84 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.917 0.85 0.938 0.746
Epoch gpu_mem box obj cls labels img_size
235/499 8.96G 0.02026 0.008021 0.01169 85 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.865 0.835 0.934 0.757
Epoch gpu_mem box obj cls labels img_size
236/499 8.96G 0.01952 0.007694 0.01156 79 448: 100% 24/24 [00:20<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.08s/it]
all 144 144 0.875 0.859 0.943 0.766
Epoch gpu_mem box obj cls labels img_size
237/499 8.96G 0.01976 0.008169 0.01361 78 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.896 0.852 0.941 0.772
Epoch gpu_mem box obj cls labels img_size
238/499 8.96G 0.01975 0.008102 0.01122 97 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.905 0.86 0.94 0.763
Epoch gpu_mem box obj cls labels img_size
239/499 8.96G 0.01992 0.007987 0.01095 81 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.899 0.863 0.944 0.755
Epoch gpu_mem box obj cls labels img_size
240/499 8.96G 0.01999 0.008069 0.01228 100 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.883 0.871 0.933 0.737
Epoch gpu_mem box obj cls labels img_size
241/499 8.96G 0.01962 0.007822 0.01062 75 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.904 0.879 0.927 0.731
Epoch gpu_mem box obj cls labels img_size
242/499 8.96G 0.0198 0.007844 0.0111 94 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.09it/s]
all 144 144 0.888 0.874 0.926 0.744
Epoch gpu_mem box obj cls labels img_size
243/499 8.96G 0.01972 0.007949 0.01079 93 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.891 0.872 0.94 0.751
Epoch gpu_mem box obj cls labels img_size
244/499 8.96G 0.01937 0.007865 0.01253 79 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.08it/s]
all 144 144 0.914 0.856 0.931 0.745
Epoch gpu_mem box obj cls labels img_size
245/499 8.96G 0.01999 0.007745 0.0108 96 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.881 0.89 0.942 0.76
Epoch gpu_mem box obj cls labels img_size
246/499 8.96G 0.01963 0.008109 0.01113 95 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.918 0.88 0.936 0.744
Epoch gpu_mem box obj cls labels img_size
247/499 8.96G 0.0193 0.007926 0.01122 111 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.918 0.852 0.93 0.737
Epoch gpu_mem box obj cls labels img_size
248/499 8.96G 0.01927 0.007894 0.009707 97 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.887 0.888 0.93 0.738
Epoch gpu_mem box obj cls labels img_size
249/499 8.96G 0.01931 0.007866 0.01035 101 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.873 0.897 0.931 0.731
Epoch gpu_mem box obj cls labels img_size
250/499 8.96G 0.01838 0.007773 0.009207 82 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.901 0.843 0.931 0.72
Epoch gpu_mem box obj cls labels img_size
251/499 8.96G 0.0192 0.007891 0.009507 87 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.905 0.84 0.912 0.707
Epoch gpu_mem box obj cls labels img_size
252/499 8.96G 0.01917 0.007789 0.0089 88 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.891 0.85 0.915 0.724
Epoch gpu_mem box obj cls labels img_size
253/499 8.96G 0.0191 0.007581 0.009872 99 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.878 0.849 0.923 0.737
Epoch gpu_mem box obj cls labels img_size
254/499 8.96G 0.01863 0.00769 0.01028 92 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.906 0.842 0.929 0.744
Epoch gpu_mem box obj cls labels img_size
255/499 8.96G 0.01934 0.008041 0.01035 82 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.865 0.85 0.933 0.747
Epoch gpu_mem box obj cls labels img_size
256/499 8.96G 0.01892 0.007856 0.01045 99 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.874 0.829 0.92 0.745
Epoch gpu_mem box obj cls labels img_size
257/499 8.96G 0.01905 0.007531 0.01153 89 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.893 0.822 0.923 0.747
Epoch gpu_mem box obj cls labels img_size
258/499 8.96G 0.01969 0.007913 0.01091 99 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.878 0.824 0.917 0.745
Epoch gpu_mem box obj cls labels img_size
259/499 8.96G 0.01924 0.007608 0.01026 85 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.09s/it]
all 144 144 0.883 0.844 0.932 0.744
Epoch gpu_mem box obj cls labels img_size
260/499 8.96G 0.0197 0.00795 0.01049 97 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.914 0.846 0.939 0.757
Epoch gpu_mem box obj cls labels img_size
261/499 8.96G 0.018 0.007479 0.008359 90 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.27s/it]
all 144 144 0.878 0.843 0.938 0.742
Epoch gpu_mem box obj cls labels img_size
262/499 8.96G 0.01834 0.007774 0.009803 86 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.883 0.857 0.931 0.732
Epoch gpu_mem box obj cls labels img_size
263/499 8.96G 0.01921 0.007622 0.009836 90 448: 100% 24/24 [00:21<00:00, 1.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.05it/s]
all 144 144 0.894 0.864 0.928 0.728
Epoch gpu_mem box obj cls labels img_size
264/499 8.96G 0.01926 0.007649 0.009947 86 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.92 0.857 0.935 0.722
Epoch gpu_mem box obj cls labels img_size
265/499 8.96G 0.01889 0.007661 0.009782 84 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.899 0.844 0.931 0.726
Epoch gpu_mem box obj cls labels img_size
266/499 8.96G 0.01878 0.007664 0.009251 85 448: 100% 24/24 [00:20<00:00, 1.15it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.874 0.862 0.926 0.731
Epoch gpu_mem box obj cls labels img_size
267/499 8.96G 0.01897 0.0076 0.009896 89 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.859 0.862 0.924 0.736
Epoch gpu_mem box obj cls labels img_size
268/499 8.96G 0.01928 0.007439 0.00971 89 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.20s/it]
all 144 144 0.873 0.85 0.933 0.742
Epoch gpu_mem box obj cls labels img_size
269/499 8.96G 0.01851 0.00764 0.009766 87 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.893 0.854 0.931 0.734
Epoch gpu_mem box obj cls labels img_size
270/499 8.96G 0.01889 0.007658 0.01026 90 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.879 0.864 0.926 0.736
Epoch gpu_mem box obj cls labels img_size
271/499 8.96G 0.01787 0.007717 0.009222 108 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.89 0.855 0.915 0.727
Epoch gpu_mem box obj cls labels img_size
272/499 8.96G 0.01777 0.007698 0.009526 83 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.898 0.85 0.928 0.745
Epoch gpu_mem box obj cls labels img_size
273/499 8.96G 0.01801 0.007461 0.00878 93 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.909 0.848 0.936 0.752
Epoch gpu_mem box obj cls labels img_size
274/499 8.96G 0.01795 0.007479 0.009294 89 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.919 0.837 0.936 0.753
Epoch gpu_mem box obj cls labels img_size
275/499 8.96G 0.01887 0.007528 0.009716 93 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.926 0.847 0.933 0.745
Epoch gpu_mem box obj cls labels img_size
276/499 8.96G 0.01823 0.007554 0.009094 92 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.932 0.869 0.93 0.744
Epoch gpu_mem box obj cls labels img_size
277/499 8.96G 0.0181 0.007607 0.01045 87 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.925 0.867 0.932 0.743
Epoch gpu_mem box obj cls labels img_size
278/499 8.96G 0.01818 0.007702 0.009388 89 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.918 0.884 0.933 0.744
Epoch gpu_mem box obj cls labels img_size
279/499 8.96G 0.01834 0.007565 0.009955 85 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.895 0.864 0.935 0.741
Epoch gpu_mem box obj cls labels img_size
280/499 8.96G 0.0183 0.007497 0.009745 87 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.10it/s]
all 144 144 0.898 0.843 0.937 0.747
Epoch gpu_mem box obj cls labels img_size
281/499 8.96G 0.01803 0.007722 0.009221 71 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.903 0.856 0.924 0.746
Epoch gpu_mem box obj cls labels img_size
282/499 8.96G 0.0181 0.007457 0.009722 81 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.858 0.87 0.933 0.771
Epoch gpu_mem box obj cls labels img_size
283/499 8.96G 0.01794 0.007478 0.009589 82 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.903 0.843 0.94 0.769
Epoch gpu_mem box obj cls labels img_size
284/499 8.96G 0.01834 0.007489 0.01148 78 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.922 0.861 0.939 0.756
Epoch gpu_mem box obj cls labels img_size
285/499 8.96G 0.01868 0.007614 0.00987 91 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.925 0.877 0.94 0.753
Epoch gpu_mem box obj cls labels img_size
286/499 8.96G 0.01792 0.007477 0.008238 82 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.917 0.88 0.947 0.768
Epoch gpu_mem box obj cls labels img_size
287/499 8.96G 0.01786 0.007356 0.008008 88 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.903 0.895 0.952 0.773
Epoch gpu_mem box obj cls labels img_size
288/499 8.96G 0.01805 0.007427 0.008754 92 448: 100% 24/24 [00:21<00:00, 1.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.885 0.883 0.943 0.768
Epoch gpu_mem box obj cls labels img_size
289/499 8.96G 0.01793 0.00751 0.009131 99 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.885 0.898 0.942 0.758
Epoch gpu_mem box obj cls labels img_size
290/499 8.96G 0.01778 0.00762 0.008998 88 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.889 0.908 0.943 0.746
Epoch gpu_mem box obj cls labels img_size
291/499 8.96G 0.01829 0.007517 0.008742 92 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.902 0.876 0.925 0.736
Epoch gpu_mem box obj cls labels img_size
292/499 8.96G 0.01799 0.00745 0.008922 101 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.897 0.884 0.933 0.745
Epoch gpu_mem box obj cls labels img_size
293/499 8.96G 0.01832 0.007291 0.007892 91 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.9 0.887 0.928 0.745
Epoch gpu_mem box obj cls labels img_size
294/499 8.96G 0.01821 0.007266 0.007778 82 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.912 0.877 0.936 0.75
Epoch gpu_mem box obj cls labels img_size
295/499 8.96G 0.01747 0.007301 0.008032 91 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.897 0.876 0.932 0.75
Epoch gpu_mem box obj cls labels img_size
296/499 8.96G 0.01725 0.007403 0.007891 83 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.894 0.874 0.941 0.76
Epoch gpu_mem box obj cls labels img_size
297/499 8.96G 0.01834 0.007448 0.009486 101 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.854 0.888 0.937 0.762
Epoch gpu_mem box obj cls labels img_size
298/499 8.96G 0.01777 0.00731 0.01012 91 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:03<00:00, 1.50s/it]
all 144 144 0.876 0.872 0.935 0.758
Epoch gpu_mem box obj cls labels img_size
299/499 8.96G 0.0175 0.007444 0.008703 85 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.889 0.875 0.939 0.759
Epoch gpu_mem box obj cls labels img_size
300/499 8.96G 0.01758 0.007399 0.009123 80 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.903 0.867 0.936 0.76
Epoch gpu_mem box obj cls labels img_size
301/499 8.96G 0.01783 0.007594 0.008998 97 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.89 0.873 0.945 0.772
Epoch gpu_mem box obj cls labels img_size
302/499 8.96G 0.01786 0.007441 0.008695 97 448: 100% 24/24 [00:23<00:00, 1.00it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.888 0.866 0.947 0.76
Epoch gpu_mem box obj cls labels img_size
303/499 8.96G 0.01799 0.007463 0.009155 90 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.898 0.854 0.947 0.76
Epoch gpu_mem box obj cls labels img_size
304/499 8.96G 0.01814 0.007452 0.01007 85 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.89 0.865 0.939 0.749
Epoch gpu_mem box obj cls labels img_size
305/499 8.96G 0.01784 0.00741 0.01066 81 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.893 0.874 0.939 0.753
Epoch gpu_mem box obj cls labels img_size
306/499 8.96G 0.01763 0.007579 0.007506 90 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.906 0.886 0.937 0.746
Epoch gpu_mem box obj cls labels img_size
307/499 8.96G 0.01745 0.007269 0.007414 81 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.917 0.879 0.935 0.752
Epoch gpu_mem box obj cls labels img_size
308/499 8.96G 0.01789 0.007272 0.007985 93 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.921 0.877 0.935 0.752
Epoch gpu_mem box obj cls labels img_size
309/499 8.96G 0.01716 0.0071 0.008387 89 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.917 0.88 0.938 0.759
Epoch gpu_mem box obj cls labels img_size
310/499 8.96G 0.01759 0.007164 0.00927 86 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.917 0.883 0.936 0.764
Epoch gpu_mem box obj cls labels img_size
311/499 8.96G 0.01757 0.007363 0.008365 93 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.23s/it]
all 144 144 0.91 0.888 0.931 0.761
Epoch gpu_mem box obj cls labels img_size
312/499 8.96G 0.01715 0.006868 0.00689 75 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.904 0.879 0.93 0.754
Epoch gpu_mem box obj cls labels img_size
313/499 8.96G 0.01791 0.007276 0.008329 97 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.892 0.866 0.931 0.757
Epoch gpu_mem box obj cls labels img_size
314/499 8.96G 0.01808 0.007297 0.008429 88 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.894 0.87 0.932 0.752
Epoch gpu_mem box obj cls labels img_size
315/499 8.96G 0.01782 0.00739 0.008105 76 448: 100% 24/24 [00:24<00:00, 1.00s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.897 0.892 0.936 0.753
Epoch gpu_mem box obj cls labels img_size
316/499 8.96G 0.01743 0.006993 0.008324 87 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.913 0.892 0.939 0.754
Epoch gpu_mem box obj cls labels img_size
317/499 8.96G 0.01781 0.007463 0.008658 94 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.934 0.893 0.954 0.769
Epoch gpu_mem box obj cls labels img_size
318/499 8.96G 0.017 0.007263 0.007922 84 448: 100% 24/24 [00:24<00:00, 1.00s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.08s/it]
all 144 144 0.921 0.89 0.954 0.763
Epoch gpu_mem box obj cls labels img_size
319/499 8.96G 0.018 0.007181 0.009063 90 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.909 0.883 0.95 0.757
Epoch gpu_mem box obj cls labels img_size
320/499 8.96G 0.0168 0.007274 0.006561 79 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.905 0.875 0.943 0.748
Epoch gpu_mem box obj cls labels img_size
321/499 8.96G 0.01724 0.007319 0.007648 88 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.91 0.872 0.943 0.752
Epoch gpu_mem box obj cls labels img_size
322/499 8.96G 0.01753 0.007167 0.008395 93 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.917 0.868 0.943 0.76
Epoch gpu_mem box obj cls labels img_size
323/499 8.96G 0.01697 0.007258 0.006465 78 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.855 0.905 0.948 0.774
Epoch gpu_mem box obj cls labels img_size
324/499 8.96G 0.01749 0.007136 0.00853 85 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.881 0.892 0.945 0.773
Epoch gpu_mem box obj cls labels img_size
325/499 8.96G 0.01761 0.007306 0.008234 84 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.907 0.875 0.945 0.772
Epoch gpu_mem box obj cls labels img_size
326/499 8.96G 0.0173 0.007143 0.007641 90 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.892 0.887 0.944 0.772
Epoch gpu_mem box obj cls labels img_size
327/499 8.96G 0.01747 0.007205 0.008142 87 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:03<00:00, 1.70s/it]
all 144 144 0.877 0.889 0.944 0.768
Epoch gpu_mem box obj cls labels img_size
328/499 8.96G 0.01721 0.007446 0.008218 93 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.906 0.871 0.937 0.755
Epoch gpu_mem box obj cls labels img_size
329/499 8.96G 0.01696 0.00722 0.008221 88 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.889 0.886 0.943 0.764
Epoch gpu_mem box obj cls labels img_size
330/499 8.96G 0.01656 0.007048 0.007031 90 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.878 0.888 0.947 0.762
Epoch gpu_mem box obj cls labels img_size
331/499 8.96G 0.01695 0.007068 0.007468 89 448: 100% 24/24 [00:23<00:00, 1.00it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.879 0.871 0.94 0.763
Epoch gpu_mem box obj cls labels img_size
332/499 8.96G 0.01691 0.007226 0.006185 103 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.865 0.885 0.93 0.751
Epoch gpu_mem box obj cls labels img_size
333/499 8.96G 0.01653 0.007097 0.006649 85 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.865 0.872 0.931 0.752
Epoch gpu_mem box obj cls labels img_size
334/499 8.96G 0.01666 0.007098 0.006655 94 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.07s/it]
all 144 144 0.861 0.87 0.931 0.752
Epoch gpu_mem box obj cls labels img_size
335/499 8.96G 0.01652 0.006925 0.006698 91 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.91 0.864 0.931 0.747
Epoch gpu_mem box obj cls labels img_size
336/499 8.96G 0.0164 0.007136 0.006134 88 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.906 0.858 0.933 0.755
Epoch gpu_mem box obj cls labels img_size
337/499 8.96G 0.01687 0.007111 0.007457 83 448: 100% 24/24 [00:23<00:00, 1.00it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.09it/s]
all 144 144 0.901 0.863 0.934 0.756
Epoch gpu_mem box obj cls labels img_size
338/499 8.96G 0.01677 0.007202 0.007055 82 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.902 0.845 0.935 0.762
Epoch gpu_mem box obj cls labels img_size
339/499 8.96G 0.01679 0.007102 0.006383 100 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.907 0.851 0.939 0.756
Epoch gpu_mem box obj cls labels img_size
340/499 8.96G 0.01736 0.007058 0.007943 88 448: 100% 24/24 [00:24<00:00, 1.00s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.899 0.85 0.94 0.751
Epoch gpu_mem box obj cls labels img_size
341/499 8.96G 0.01698 0.00707 0.008662 78 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.906 0.857 0.946 0.757
Epoch gpu_mem box obj cls labels img_size
342/499 8.96G 0.01635 0.007044 0.006419 90 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.895 0.879 0.95 0.759
Epoch gpu_mem box obj cls labels img_size
343/499 8.96G 0.01695 0.007138 0.007412 86 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.895 0.885 0.953 0.758
Epoch gpu_mem box obj cls labels img_size
344/499 8.96G 0.01656 0.007182 0.007129 104 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.894 0.871 0.955 0.762
Epoch gpu_mem box obj cls labels img_size
345/499 8.96G 0.01728 0.007125 0.007057 80 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.909 0.868 0.955 0.759
Epoch gpu_mem box obj cls labels img_size
346/499 8.96G 0.01687 0.006962 0.007232 93 448: 100% 24/24 [00:24<00:00, 1.02s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.898 0.859 0.955 0.761
Epoch gpu_mem box obj cls labels img_size
347/499 8.96G 0.01614 0.006841 0.006193 76 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.899 0.853 0.946 0.752
Epoch gpu_mem box obj cls labels img_size
348/499 8.96G 0.01709 0.006977 0.006829 85 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.91 0.846 0.95 0.76
Epoch gpu_mem box obj cls labels img_size
349/499 8.96G 0.01633 0.007091 0.007326 90 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s]
all 144 144 0.879 0.87 0.946 0.763
Epoch gpu_mem box obj cls labels img_size
350/499 8.96G 0.01632 0.006726 0.006442 89 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.08s/it]
all 144 144 0.871 0.871 0.939 0.759
Epoch gpu_mem box obj cls labels img_size
351/499 8.96G 0.01727 0.006992 0.007978 83 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.877 0.858 0.939 0.76
Epoch gpu_mem box obj cls labels img_size
352/499 8.96G 0.01675 0.007085 0.007512 94 448: 100% 24/24 [00:24<00:00, 1.00s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.856 0.883 0.945 0.764
Epoch gpu_mem box obj cls labels img_size
353/499 8.96G 0.01653 0.007227 0.006513 90 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.898 0.845 0.947 0.764
Epoch gpu_mem box obj cls labels img_size
354/499 8.96G 0.01593 0.007106 0.006566 95 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.912 0.856 0.953 0.769
Epoch gpu_mem box obj cls labels img_size
355/499 8.96G 0.01642 0.007006 0.007209 87 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.21s/it]
all 144 144 0.891 0.852 0.949 0.767
Epoch gpu_mem box obj cls labels img_size
356/499 8.96G 0.01629 0.006806 0.007594 85 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.856 0.881 0.948 0.768
Epoch gpu_mem box obj cls labels img_size
357/499 8.96G 0.01609 0.007062 0.006536 93 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.869 0.882 0.946 0.769
Epoch gpu_mem box obj cls labels img_size
358/499 8.96G 0.01633 0.006707 0.007233 87 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.46s/it]
all 144 144 0.901 0.858 0.942 0.764
Epoch gpu_mem box obj cls labels img_size
359/499 8.96G 0.016 0.00684 0.005804 94 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.883 0.866 0.936 0.761
Epoch gpu_mem box obj cls labels img_size
360/499 8.96G 0.0162 0.006773 0.005925 79 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.882 0.87 0.937 0.759
Epoch gpu_mem box obj cls labels img_size
361/499 8.96G 0.01658 0.007181 0.005917 116 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.914 0.857 0.941 0.763
Epoch gpu_mem box obj cls labels img_size
362/499 8.96G 0.01625 0.006674 0.006747 76 448: 100% 24/24 [00:23<00:00, 1.00it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.908 0.859 0.939 0.764
Epoch gpu_mem box obj cls labels img_size
363/499 8.96G 0.01633 0.006952 0.006844 92 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.916 0.865 0.945 0.765
Epoch gpu_mem box obj cls labels img_size
364/499 8.96G 0.01576 0.006939 0.006348 92 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.914 0.859 0.941 0.767
Epoch gpu_mem box obj cls labels img_size
365/499 8.96G 0.01659 0.006925 0.006175 92 448: 100% 24/24 [00:24<00:00, 1.00s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.895 0.867 0.943 0.763
Epoch gpu_mem box obj cls labels img_size
366/499 8.96G 0.0164 0.006797 0.005968 79 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.888 0.872 0.944 0.763
Epoch gpu_mem box obj cls labels img_size
367/499 8.96G 0.01674 0.006966 0.007273 93 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.903 0.866 0.942 0.764
Epoch gpu_mem box obj cls labels img_size
368/499 8.96G 0.01625 0.006788 0.00622 103 448: 100% 24/24 [00:24<00:00, 1.02s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.905 0.863 0.946 0.763
Epoch gpu_mem box obj cls labels img_size
369/499 8.96G 0.01604 0.006829 0.006373 80 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.895 0.868 0.943 0.773
Epoch gpu_mem box obj cls labels img_size
370/499 8.96G 0.01574 0.006813 0.006351 93 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.10s/it]
all 144 144 0.894 0.869 0.943 0.776
Epoch gpu_mem box obj cls labels img_size
371/499 8.96G 0.01576 0.006828 0.00647 83 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.87 0.877 0.941 0.773
Epoch gpu_mem box obj cls labels img_size
372/499 8.96G 0.01581 0.006672 0.006395 89 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.08s/it]
all 144 144 0.879 0.879 0.946 0.776
Epoch gpu_mem box obj cls labels img_size
373/499 8.96G 0.01567 0.006789 0.005852 85 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.885 0.873 0.948 0.775
Epoch gpu_mem box obj cls labels img_size
374/499 8.96G 0.01584 0.006847 0.006081 70 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.881 0.86 0.949 0.772
Epoch gpu_mem box obj cls labels img_size
375/499 8.96G 0.01629 0.006903 0.007106 80 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.889 0.854 0.949 0.768
Epoch gpu_mem box obj cls labels img_size
376/499 8.96G 0.01584 0.006934 0.007507 96 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.898 0.853 0.951 0.775
Epoch gpu_mem box obj cls labels img_size
377/499 8.96G 0.01597 0.006957 0.005066 79 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.909 0.855 0.95 0.774
Epoch gpu_mem box obj cls labels img_size
378/499 8.96G 0.01581 0.006786 0.006083 81 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.913 0.855 0.951 0.776
Epoch gpu_mem box obj cls labels img_size
379/499 8.96G 0.01559 0.007094 0.006199 106 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.904 0.852 0.95 0.774
Epoch gpu_mem box obj cls labels img_size
380/499 8.96G 0.01546 0.007125 0.005798 92 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.904 0.856 0.947 0.772
Epoch gpu_mem box obj cls labels img_size
381/499 8.96G 0.01558 0.00674 0.005794 83 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.909 0.856 0.948 0.77
Epoch gpu_mem box obj cls labels img_size
382/499 8.96G 0.01568 0.006768 0.00623 92 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.914 0.857 0.953 0.773
Epoch gpu_mem box obj cls labels img_size
383/499 8.96G 0.0162 0.006809 0.005987 98 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.07s/it]
all 144 144 0.9 0.867 0.953 0.777
Epoch gpu_mem box obj cls labels img_size
384/499 8.96G 0.016 0.006493 0.006306 90 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.899 0.87 0.947 0.772
Epoch gpu_mem box obj cls labels img_size
385/499 8.96G 0.01529 0.006817 0.006021 77 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.867 0.915 0.951 0.775
Epoch gpu_mem box obj cls labels img_size
386/499 8.96G 0.01555 0.00682 0.005518 92 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.43s/it]
all 144 144 0.896 0.88 0.951 0.771
Epoch gpu_mem box obj cls labels img_size
387/499 8.96G 0.01559 0.006825 0.006593 90 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.873 0.883 0.943 0.767
Epoch gpu_mem box obj cls labels img_size
388/499 8.96G 0.01592 0.006724 0.005853 86 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.863 0.886 0.942 0.767
Epoch gpu_mem box obj cls labels img_size
389/499 8.96G 0.01571 0.0066 0.005594 87 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.856 0.872 0.943 0.77
Epoch gpu_mem box obj cls labels img_size
390/499 8.96G 0.01579 0.006652 0.006176 80 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.873 0.853 0.938 0.768
Epoch gpu_mem box obj cls labels img_size
391/499 8.96G 0.01518 0.006776 0.005303 86 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.871 0.852 0.94 0.769
Epoch gpu_mem box obj cls labels img_size
392/499 8.96G 0.01529 0.006724 0.005197 100 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.88 0.849 0.938 0.77
Epoch gpu_mem box obj cls labels img_size
393/499 8.96G 0.0152 0.006777 0.005195 91 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.891 0.851 0.939 0.769
Epoch gpu_mem box obj cls labels img_size
394/499 8.96G 0.01526 0.006603 0.005647 96 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.879 0.853 0.939 0.771
Epoch gpu_mem box obj cls labels img_size
395/499 8.96G 0.01549 0.006777 0.005552 85 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.863 0.857 0.938 0.77
Epoch gpu_mem box obj cls labels img_size
396/499 8.96G 0.01528 0.00663 0.00458 82 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.867 0.851 0.936 0.768
Epoch gpu_mem box obj cls labels img_size
397/499 8.96G 0.01509 0.006809 0.005885 91 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.875 0.844 0.938 0.766
Epoch gpu_mem box obj cls labels img_size
398/499 8.96G 0.01492 0.006701 0.005532 96 448: 100% 24/24 [00:21<00:00, 1.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.882 0.841 0.939 0.768
Epoch gpu_mem box obj cls labels img_size
399/499 8.96G 0.0151 0.006516 0.004861 93 448: 100% 24/24 [00:23<00:00, 1.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.882 0.853 0.941 0.767
Epoch gpu_mem box obj cls labels img_size
400/499 8.96G 0.01518 0.006759 0.005779 85 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.88 0.86 0.941 0.763
Epoch gpu_mem box obj cls labels img_size
401/499 8.96G 0.015 0.006556 0.004519 100 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.888 0.865 0.938 0.761
Epoch gpu_mem box obj cls labels img_size
402/499 8.96G 0.01499 0.00636 0.004766 91 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.06it/s]
all 144 144 0.893 0.866 0.943 0.77
Epoch gpu_mem box obj cls labels img_size
403/499 8.96G 0.01517 0.006543 0.004389 95 448: 100% 24/24 [00:21<00:00, 1.13it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.894 0.87 0.943 0.771
Epoch gpu_mem box obj cls labels img_size
404/499 8.96G 0.01497 0.006321 0.004078 77 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.894 0.867 0.942 0.77
Epoch gpu_mem box obj cls labels img_size
405/499 8.96G 0.01544 0.00667 0.005355 85 448: 100% 24/24 [00:21<00:00, 1.10it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:03<00:00, 1.55s/it]
all 144 144 0.898 0.866 0.942 0.769
Epoch gpu_mem box obj cls labels img_size
406/499 8.96G 0.01518 0.00652 0.005265 85 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.913 0.864 0.941 0.769
Epoch gpu_mem box obj cls labels img_size
407/499 8.96G 0.01558 0.006529 0.005269 99 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.907 0.866 0.943 0.773
Epoch gpu_mem box obj cls labels img_size
408/499 8.96G 0.01559 0.006417 0.004842 87 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.903 0.866 0.94 0.769
Epoch gpu_mem box obj cls labels img_size
409/499 8.96G 0.01519 0.006472 0.005213 93 448: 100% 24/24 [00:24<00:00, 1.02s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.916 0.855 0.938 0.765
Epoch gpu_mem box obj cls labels img_size
410/499 8.96G 0.01504 0.006574 0.005773 81 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.921 0.854 0.938 0.766
Epoch gpu_mem box obj cls labels img_size
411/499 8.96G 0.01524 0.00653 0.005032 87 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.924 0.862 0.942 0.769
Epoch gpu_mem box obj cls labels img_size
412/499 8.96G 0.01482 0.006405 0.004477 87 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.09s/it]
all 144 144 0.926 0.858 0.941 0.765
Epoch gpu_mem box obj cls labels img_size
413/499 8.96G 0.01558 0.006406 0.006386 86 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.906 0.865 0.938 0.767
Epoch gpu_mem box obj cls labels img_size
414/499 8.96G 0.01537 0.006581 0.005271 87 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.903 0.868 0.938 0.764
Epoch gpu_mem box obj cls labels img_size
415/499 8.96G 0.01532 0.006349 0.005295 85 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.909 0.864 0.937 0.765
Epoch gpu_mem box obj cls labels img_size
416/499 8.96G 0.01496 0.006543 0.005693 94 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.912 0.86 0.936 0.764
Epoch gpu_mem box obj cls labels img_size
417/499 8.96G 0.01468 0.006391 0.005036 91 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.02it/s]
all 144 144 0.912 0.859 0.935 0.767
Epoch gpu_mem box obj cls labels img_size
418/499 8.96G 0.01432 0.006605 0.005015 99 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.917 0.859 0.94 0.771
Epoch gpu_mem box obj cls labels img_size
419/499 8.96G 0.01426 0.006427 0.004493 94 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.922 0.858 0.94 0.77
Epoch gpu_mem box obj cls labels img_size
420/499 8.96G 0.01473 0.006521 0.003779 83 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.922 0.854 0.938 0.77
Epoch gpu_mem box obj cls labels img_size
421/499 8.96G 0.01479 0.006538 0.0056 83 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.921 0.852 0.938 0.766
Epoch gpu_mem box obj cls labels img_size
422/499 8.96G 0.01458 0.006345 0.004735 82 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.917 0.853 0.936 0.766
Epoch gpu_mem box obj cls labels img_size
423/499 8.96G 0.0151 0.006411 0.00566 86 448: 100% 24/24 [00:22<00:00, 1.05it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.919 0.848 0.934 0.766
Epoch gpu_mem box obj cls labels img_size
424/499 8.96G 0.01481 0.006474 0.004476 76 448: 100% 24/24 [00:24<00:00, 1.02s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.919 0.848 0.933 0.763
Epoch gpu_mem box obj cls labels img_size
425/499 8.96G 0.01435 0.006323 0.004457 79 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.908 0.861 0.933 0.763
Epoch gpu_mem box obj cls labels img_size
426/499 8.96G 0.01405 0.006392 0.004229 90 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.908 0.86 0.933 0.763
Epoch gpu_mem box obj cls labels img_size
427/499 8.96G 0.01432 0.006378 0.005049 86 448: 100% 24/24 [00:24<00:00, 1.03s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.915 0.852 0.935 0.763
Epoch gpu_mem box obj cls labels img_size
428/499 8.96G 0.01514 0.006331 0.004205 82 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.912 0.856 0.937 0.766
Epoch gpu_mem box obj cls labels img_size
429/499 8.96G 0.01436 0.006515 0.004767 89 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.905 0.861 0.937 0.764
Epoch gpu_mem box obj cls labels img_size
430/499 8.96G 0.01401 0.006162 0.004335 94 448: 100% 24/24 [00:24<00:00, 1.02s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.901 0.873 0.93 0.761
Epoch gpu_mem box obj cls labels img_size
431/499 8.96G 0.0142 0.006223 0.00376 83 448: 100% 24/24 [00:23<00:00, 1.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.908 0.868 0.932 0.763
Epoch gpu_mem box obj cls labels img_size
432/499 8.96G 0.01452 0.006432 0.005091 89 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.909 0.867 0.933 0.768
Epoch gpu_mem box obj cls labels img_size
433/499 8.96G 0.01454 0.006534 0.00455 87 448: 100% 24/24 [00:24<00:00, 1.03s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.906 0.867 0.933 0.767
Epoch gpu_mem box obj cls labels img_size
434/499 8.96G 0.01448 0.006379 0.004781 98 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.909 0.87 0.932 0.765
Epoch gpu_mem box obj cls labels img_size
435/499 8.96G 0.01418 0.006217 0.004175 91 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.91 0.871 0.932 0.766
Epoch gpu_mem box obj cls labels img_size
436/499 8.96G 0.01394 0.006485 0.00447 99 448: 100% 24/24 [00:23<00:00, 1.00it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.913 0.869 0.933 0.767
Epoch gpu_mem box obj cls labels img_size
437/499 8.96G 0.01403 0.006329 0.004332 90 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.917 0.87 0.933 0.767
Epoch gpu_mem box obj cls labels img_size
438/499 8.96G 0.01456 0.006133 0.0043 85 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.915 0.87 0.934 0.766
Epoch gpu_mem box obj cls labels img_size
439/499 8.96G 0.01393 0.006352 0.004776 100 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.915 0.865 0.933 0.761
Epoch gpu_mem box obj cls labels img_size
440/499 8.96G 0.01447 0.006253 0.004531 91 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.914 0.866 0.932 0.761
Epoch gpu_mem box obj cls labels img_size
441/499 8.96G 0.01383 0.00611 0.004007 94 448: 100% 24/24 [00:22<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.917 0.865 0.931 0.76
Epoch gpu_mem box obj cls labels img_size
442/499 8.96G 0.014 0.006182 0.004718 93 448: 100% 24/24 [00:24<00:00, 1.00s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.914 0.858 0.932 0.758
Epoch gpu_mem box obj cls labels img_size
443/499 8.96G 0.01376 0.006135 0.003661 91 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.912 0.854 0.933 0.758
Epoch gpu_mem box obj cls labels img_size
444/499 8.96G 0.01368 0.006196 0.003976 85 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.914 0.854 0.931 0.754
Epoch gpu_mem box obj cls labels img_size
445/499 8.96G 0.01353 0.006196 0.003622 88 448: 100% 24/24 [00:23<00:00, 1.00it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.911 0.855 0.931 0.761
Epoch gpu_mem box obj cls labels img_size
446/499 8.96G 0.01379 0.006261 0.00401 74 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.909 0.856 0.93 0.761
Epoch gpu_mem box obj cls labels img_size
447/499 8.96G 0.01382 0.006268 0.00401 80 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.08it/s]
all 144 144 0.906 0.859 0.931 0.762
Epoch gpu_mem box obj cls labels img_size
448/499 8.96G 0.01418 0.006245 0.004705 95 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.906 0.86 0.929 0.762
Epoch gpu_mem box obj cls labels img_size
449/499 8.96G 0.01334 0.006102 0.003553 95 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.04it/s]
all 144 144 0.903 0.864 0.929 0.761
Epoch gpu_mem box obj cls labels img_size
450/499 8.96G 0.01345 0.00634 0.003949 82 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.9 0.871 0.929 0.764
Epoch gpu_mem box obj cls labels img_size
451/499 8.96G 0.01381 0.006271 0.004289 67 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:03<00:00, 1.71s/it]
all 144 144 0.897 0.872 0.929 0.762
Epoch gpu_mem box obj cls labels img_size
452/499 8.96G 0.01364 0.006217 0.00344 94 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.887 0.878 0.927 0.762
Epoch gpu_mem box obj cls labels img_size
453/499 8.96G 0.01377 0.006119 0.004206 88 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.89 0.878 0.928 0.76
Epoch gpu_mem box obj cls labels img_size
454/499 8.96G 0.01429 0.006115 0.004439 89 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.882 0.872 0.927 0.759
Epoch gpu_mem box obj cls labels img_size
455/499 8.96G 0.0141 0.006095 0.003597 79 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.882 0.875 0.928 0.76
Epoch gpu_mem box obj cls labels img_size
456/499 8.96G 0.01307 0.006045 0.003584 94 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.881 0.878 0.933 0.766
Epoch gpu_mem box obj cls labels img_size
457/499 8.96G 0.01318 0.006287 0.004109 76 448: 100% 24/24 [00:21<00:00, 1.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.878 0.878 0.934 0.768
Epoch gpu_mem box obj cls labels img_size
458/499 8.96G 0.01352 0.006033 0.004047 81 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.897 0.869 0.936 0.771
Epoch gpu_mem box obj cls labels img_size
459/499 8.96G 0.01349 0.006285 0.004236 93 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.902 0.87 0.935 0.769
Epoch gpu_mem box obj cls labels img_size
460/499 8.96G 0.0137 0.006091 0.003519 88 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.907 0.87 0.935 0.769
Epoch gpu_mem box obj cls labels img_size
461/499 8.96G 0.01305 0.006138 0.003807 94 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.885 0.878 0.933 0.768
Epoch gpu_mem box obj cls labels img_size
462/499 8.96G 0.01342 0.006256 0.003609 91 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.885 0.88 0.935 0.771
Epoch gpu_mem box obj cls labels img_size
463/499 8.96G 0.01323 0.006167 0.003918 99 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.887 0.878 0.931 0.77
Epoch gpu_mem box obj cls labels img_size
464/499 8.96G 0.01363 0.006262 0.003878 92 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.906 0.874 0.933 0.769
Epoch gpu_mem box obj cls labels img_size
465/499 8.96G 0.01304 0.005835 0.003851 102 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.00s/it]
all 144 144 0.907 0.873 0.933 0.771
Epoch gpu_mem box obj cls labels img_size
466/499 8.96G 0.01308 0.006247 0.003355 89 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.907 0.872 0.933 0.771
Epoch gpu_mem box obj cls labels img_size
467/499 8.96G 0.01321 0.006069 0.003687 91 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.906 0.872 0.932 0.77
Epoch gpu_mem box obj cls labels img_size
468/499 8.96G 0.01337 0.006077 0.004615 69 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.906 0.871 0.932 0.773
Epoch gpu_mem box obj cls labels img_size
469/499 8.96G 0.01292 0.006129 0.003232 82 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.905 0.872 0.932 0.772
Epoch gpu_mem box obj cls labels img_size
470/499 8.96G 0.0134 0.006248 0.003439 85 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.905 0.873 0.932 0.773
Epoch gpu_mem box obj cls labels img_size
471/499 8.96G 0.01282 0.006193 0.003901 91 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.01s/it]
all 144 144 0.906 0.873 0.931 0.771
Epoch gpu_mem box obj cls labels img_size
472/499 8.96G 0.0128 0.00604 0.003835 80 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.909 0.873 0.931 0.767
Epoch gpu_mem box obj cls labels img_size
473/499 8.96G 0.01325 0.006207 0.003607 77 448: 100% 24/24 [00:24<00:00, 1.01s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.02s/it]
all 144 144 0.908 0.874 0.931 0.766
Epoch gpu_mem box obj cls labels img_size
474/499 8.96G 0.01283 0.006021 0.003687 85 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.04s/it]
all 144 144 0.906 0.875 0.929 0.765
Epoch gpu_mem box obj cls labels img_size
475/499 8.96G 0.01286 0.006048 0.003484 93 448: 100% 24/24 [00:22<00:00, 1.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.03it/s]
all 144 144 0.905 0.876 0.931 0.766
Epoch gpu_mem box obj cls labels img_size
476/499 8.96G 0.01278 0.00589 0.002973 94 448: 100% 24/24 [00:22<00:00, 1.08it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.28s/it]
all 144 144 0.907 0.876 0.931 0.766
Epoch gpu_mem box obj cls labels img_size
477/499 8.96G 0.01282 0.005978 0.00299 97 448: 100% 24/24 [00:23<00:00, 1.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.908 0.876 0.931 0.765
Epoch gpu_mem box obj cls labels img_size
478/499 8.96G 0.01326 0.006159 0.004234 79 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.03s/it]
all 144 144 0.909 0.876 0.931 0.765
Epoch gpu_mem box obj cls labels img_size
479/499 8.96G 0.01341 0.005891 0.003648 80 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.06s/it]
all 144 144 0.909 0.876 0.932 0.769
Epoch gpu_mem box obj cls labels img_size
480/499 8.96G 0.01266 0.005928 0.002844 94 448: 100% 24/24 [00:23<00:00, 1.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.05s/it]
all 144 144 0.909 0.876 0.93 0.77
Epoch gpu_mem box obj cls labels img_size
481/499 8.96G 0.01273 0.006046 0.002918 94 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.908 0.876 0.93 0.77
Epoch gpu_mem box obj cls labels img_size
482/499 8.96G 0.01263 0.006146 0.003783 95 448: 100% 24/24 [00:22<00:00, 1.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.00it/s]
all 144 144 0.909 0.876 0.929 0.767
Epoch gpu_mem box obj cls labels img_size
483/499 8.96G 0.01282 0.005778 0.003508 102 448: 100% 24/24 [00:24<00:00, 1.00s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:01<00:00, 1.01it/s]
all 144 144 0.91 0.876 0.929 0.767
Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 383, best model saved as best.pt.
To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping.
484 epochs completed in 3.376 hours.
Optimizer stripped from yolov5/runs/train/exp/weights/last.pt, 14.5MB
Optimizer stripped from yolov5/runs/train/exp/weights/best.pt, 14.5MB
Validating yolov5/runs/train/exp/weights/best.pt...
Fusing layers...
Model summary: 213 layers, 7080247 parameters, 0 gradients, 16.0 GFLOPs
Class Images Labels P R mAP@.5 mAP@.5:.95: 100% 2/2 [00:02<00:00, 1.11s/it]
all 144 144 0.9 0.867 0.953 0.776
A 144 5 1 0.839 0.995 0.864
B 144 9 1 0.672 0.963 0.835
C 144 3 0.804 0.667 0.913 0.747
D 144 6 0.974 1 0.995 0.815
E 144 4 0.934 1 0.995 0.821
F 144 8 0.983 1 0.995 0.862
G 144 5 0.811 1 0.995 0.817
H 144 9 1 0.815 0.947 0.702
I 144 2 0.893 0.5 0.695 0.656
J 144 8 0.984 1 0.995 0.615
K 144 6 0.832 0.833 0.942 0.78
L 144 4 0.779 1 0.995 0.822
M 144 8 0.965 0.75 0.967 0.764
N 144 4 0.525 0.837 0.788 0.666
O 144 7 1 0.893 0.995 0.802
P 144 7 1 0.761 0.964 0.693
Q 144 4 0.966 1 0.995 0.785
R 144 7 0.983 1 0.995 0.844
S 144 4 0.962 1 0.995 0.796
T 144 6 0.886 0.667 0.894 0.771
U 144 7 1 0.847 0.995 0.817
V 144 5 0.733 0.56 0.795 0.62
W 144 3 0.932 1 0.995 0.83
X 144 1 0.487 1 0.995 0.895
Y 144 8 1 0.89 0.995 0.7
Z 144 4 0.974 1 0.995 0.864
Results saved to yolov5/runs/train/exp